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Haotian Geng

2 accepted papers

2026

GaussianGrow: Geometry-aware Gaussian Growing from 3D Point Clouds with Text Guidance

CVPR 2026

3D Gaussian Splatting has demonstrated superior performance in rendering efficiency and quality, yet the generation of 3D Gaussians still remains a challenge without proper geometric priors. Existing methods have explored predicting point maps as geometric references for inferring Gaussian primitive

Cited by 0SourceScholar
2025

GAP: Gaussianize Any Point Clouds with Text Guidance

ICCV 2025poster

3D Gaussian Splatting (3DGS) has demonstrated its advantages in achieving fast and high-quality rendering. As point clouds serve as a widely-used and easily accessible form of 3D representation, bridging the gap between point clouds and Gaussians becomes increasingly important. Recent studies have e…